{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 707, 3)\n",
      "img0 size = 1000,707\n"
     ]
    }
   ],
   "source": [
    "# 加载图片\n",
    "img0 = cv2.imread(\"week1_homework.png\")\n",
    "img0 = cv2.cvtColor(img0, cv2.COLOR_BGR2RGB)\n",
    "print(img0.shape)\n",
    "print(\"img0 size = %s,%s\"%(img0.shape[0],img0.shape[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c9ea995198>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示图片\n",
    "# plt.imshow(img0,cmap = 'gray' )\n",
    "plt.imshow(img0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [图像处理中滤波器(卷积核)](https://www.cnblogs.com/Liu-xiang/p/10259861.html)\n",
    "### 高斯模糊\n",
    ">     其实模糊滤波器就是对周围像素进行加权平均处理，均值模糊很简单，周围像素的权值都相同，所以不是很平滑。高斯模糊就有这个优点，所以被广泛用在图像降噪上。特别是在边缘检测之前，都会用来移除细节。那么下面我们就看看高斯模糊的权值是如何分配的。\n",
    "\n",
    "![2维高斯模糊函数](2D-Gaussian-function.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.003663   0.01465201 0.02564103 0.01465201 0.003663  ]\n",
      " [0.01465201 0.05860806 0.0952381  0.05860806 0.01465201]\n",
      " [0.02564103 0.0952381  0.15018316 0.0952381  0.02564103]\n",
      " [0.01465201 0.05860806 0.0952381  0.05860806 0.01465201]\n",
      " [0.003663   0.01465201 0.02564103 0.01465201 0.003663  ]]\n"
     ]
    }
   ],
   "source": [
    "# 图像滤波/卷积\n",
    "kernel = np.ones((5,5),np.float32)/8\n",
    "kernel[0,:]=[1,4,7,4,1]\n",
    "kernel[1,:]=[4,16,26,16,4]\n",
    "kernel[2,:]=[7,26,41,26,7]\n",
    "kernel[3,:]=[4,16,26,16,4]\n",
    "kernel[4,:]=[1,4,7,4,1]\n",
    "kernel= kernel/273\n",
    "print(kernel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 707, 3)\n"
     ]
    }
   ],
   "source": [
    "# dst=cv.filter2D(src, ddepth, kernel[, dst[, anchor[, delta[, borderType]]]])；\n",
    "# 当ddepth=-1时，表示输出图像与原图像有相同的深度。\n",
    "result = cv2.filter2D(img0,-1,kernel)\n",
    "print(result.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 2]\n"
     ]
    }
   ],
   "source": [
    "print(result[0,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c9ed802e80>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c9f07fae48>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示中文\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 图一包含1行3列子图\n",
    "plt.figure(figsize=(10,10))\n",
    "# 当前画在第一行第一列图上\n",
    "plt.subplot(1, 3, 1) \n",
    "plt.title('原图')\n",
    "plt.imshow(img0)\n",
    "# 当前画在第一行第2列图上\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title('滤波后')\n",
    "plt.imshow(result)\n",
    "# 高斯模糊\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title('高斯模糊')\n",
    "result2= cv2.GaussianBlur(img0, (11, 11), 1, 0)  # 高斯模糊\n",
    "plt.imshow(result2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加水印\n",
    "[免费制作水印](https://818ps.com/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 707, 3)\n"
     ]
    }
   ],
   "source": [
    "wm = cv2.imread(\"mylogo.png\")\n",
    "wm = cv2.resize(wm,(707,1000))\n",
    "wm = 255-wm\n",
    "# img1 = cv2.resize(img,(300,300))\n",
    "#img1 = cv2.cvtColor(img1, cv2.COLOR_BGR2RGB)\n",
    "print(wm.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c9f62dcc50>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示中文\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 图一包含1行3列子图\n",
    "plt.figure(figsize=(10,10))\n",
    "# 当前画在第一行第一列图上\n",
    "plt.subplot(1, 3, 1) \n",
    "plt.title('原图')\n",
    "plt.imshow(img0)\n",
    "# 当前画在第一行第2列图上\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title('加水印')\n",
    "plt.imshow(cv2.add(wm,img0))\n",
    "# 高斯模糊\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title('透明水印')\n",
    "plt.imshow(cv2.addWeighted(wm,0.2,img0,1,0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
